Qwen3.8 2.4T A95B (low) vs GLM 5.2 (high)

Compared models

Rank: #114
Total Output Tokens: 424,019
Response Time (avg): 120.40s
Total Cost: $4.016

Rank: #123
Total Output Tokens: 382,333
Response Time (avg): 69.11s
Total Cost: $4.632

Recommended model GLM 5.2 (high)

Its score stays close to the best score here (8.4 vs 8.4), while responding about 1.7x faster than Qwen3.8 2.4T A95B (low).

Detailed comparison

Metric	Qwen3.8 2.4T A95B Qwen3.8 2.4T A95B low Release: 2026-08-12	GLM 5.2 GLM 5.2 high Release: 2026-06-17

Metric	Qwen3.8 2.4T A95B Qwen3.8 2.4T A95B low Release: 2026-08-12	GLM 5.2 GLM 5.2 high Release: 2026-06-17
Score	8.4	8.4
Rank	#114	#123
Reliability	9.6	10.0
Consistency	9.2	8.6
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	73.9%	71.0%
Flaky tests	2	3
Total Runs	69	69
Cost per result	19.825	7.314
Total Cost	$4.016	$4.632
Input Price	$2.000 / 1M	$0.153 / 1M
Output Price	$6.000 / 1M	$12.000 / 1M
Cache Read Price	$0.250 / 1M	$0.150 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	313,881	288,913
Output Tokens	123,706	79,462
Reasoning Tokens	388,328	303,120
Response Time (avg)	120.40s	69.11s
Response Time (max)	534.21s	599.43s
Response Time (total)	2769.16s	1589.43s
Parameters	2.4T total (95B active)	744B total (40B active)
Availability	Weights available	Open source

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#114 Qwen3.8 2.4T A95B

low

Cost: $0.100
Time: 193.2s
Tokens: 16,767 tok

#123 GLM 5.2

high

Reached the allocated time limit (300 seconds) without receiving showcase output.

Cost: $0.000
Time: 300.0s
Tokens: 0 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		151.76s	200,602	2,661	13,832
GLM 5.2	10.0	10.0	100.0%	0		52.45s	205,091	7,422	10,505

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		22.04s	1,104	397	4,814
GLM 5.2	10.0	10.0	100.0%	0		5.80s	639	406	2,660

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	7.8	9.3	66.7%	0		172.53s	6,716	21,405	57,399
GLM 5.2	6.4	8.6	33.3%	0		73.03s	5,124	2,302	22,546

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	8.2	6.9	66.7%	1		231.85s	85,267	8,008	50,681
GLM 5.2	10.0	10.0	100.0%	0		321.47s	61,516	18,824	63,861

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		22.27s	7,956	839	2,445
GLM 5.2	10.0	10.0	100.0%	0		5.81s	7,143	435	1,414

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	3.2	9.3	0.0%	0		287.65s	1,008	16,133	156,114
GLM 5.2	3.1	6.5	11.1%	1		126.85s	560	49,045	157,522

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	6.1	3.1	66.7%	1		22.97s	606	44	1,497
GLM 5.2	10.0	10.0	100.0%	0		12.90s	498	63	1,743

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	9.8	10.0	100.0%	0		19.54s	903	263	1,480
GLM 5.2	10.0	10.0	100.0%	0		4.26s	678	151	1,210

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		43.37s	1,026	1,154	25,563
GLM 5.2	6.0	4.6	66.7%	2		33.71s	665	568	22,392

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		25.88s	8,481	302	975
GLM 5.2	10.0	10.0	100.0%	0		9.25s	6,861	246	503

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	3.0	10.0	0.0%	0		422.46s	212	72,500	73,528
GLM 5.2	3.0	10.0	0.0%	0		127.82s	138	0	18,764

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